At document-level, bag-of-words models are often expressive enough to give good results without relying on word order [1]}, [2]}. But because we are interested in word-order effects in cross-lingual sentiment analysis, we require datasets that are annotated at a fine-grained level, i. e. sentence- or aspect-level.
